Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 27976 |
| Missing cells | 5959 |
| Missing cells (%) | 1.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 4.5 MiB |
| Average record size in memory | 168.0 B |
Variable types
| Numeric | 9 |
|---|---|
| Categorical | 10 |
| Boolean | 1 |
default is highly imbalanced (53.2%) | Imbalance |
loan is highly imbalanced (50.9%) | Imbalance |
poutcome is highly imbalanced (56.3%) | Imbalance |
age has 295 (1.1%) missing values | Missing |
job has 338 (1.2%) missing values | Missing |
marital has 298 (1.1%) missing values | Missing |
education has 304 (1.1%) missing values | Missing |
default has 285 (1.0%) missing values | Missing |
loan has 329 (1.2%) missing values | Missing |
contact has 293 (1.0%) missing values | Missing |
month has 287 (1.0%) missing values | Missing |
day_of_week has 294 (1.1%) missing values | Missing |
campaign has 298 (1.1%) missing values | Missing |
pdays has 324 (1.2%) missing values | Missing |
previous has 292 (1.0%) missing values | Missing |
poutcome has 312 (1.1%) missing values | Missing |
emp.var.rate has 300 (1.1%) missing values | Missing |
cons.conf.idx has 288 (1.0%) missing values | Missing |
euribor3m has 299 (1.1%) missing values | Missing |
nr.employed has 323 (1.2%) missing values | Missing |
previous has 23851 (85.3%) zeros | Zeros |
Reproduction
| Analysis started | 2024-03-03 18:54:28.890779 |
|---|---|
| Analysis finished | 2024-03-03 18:54:55.024937 |
| Duration | 26.13 seconds |
| Software version | ydata-profiling vv4.6.5 |
| Download configuration | config.json |
age
Real number (ℝ)
MISSING
| Distinct | 77 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 295 |
| Missing (%) | 1.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.080597 |
| Minimum | 17 |
|---|---|
| Maximum | 95 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 437.1 KiB |
Quantile statistics
| Minimum | 17 |
|---|---|
| 5-th percentile | 26 |
| Q1 | 32 |
| median | 38 |
| Q3 | 47 |
| 95-th percentile | 58 |
| Maximum | 95 |
| Range | 78 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 10.403703 |
|---|---|
| Coefficient of variation (CV) | 0.25956956 |
| Kurtosis | 0.7279097 |
| Mean | 40.080597 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.77055109 |
| Sum | 1109471 |
| Variance | 108.23704 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 31 | 1282 | 4.6% |
| 32 | 1253 | 4.5% |
| 33 | 1232 | 4.4% |
| 36 | 1192 | 4.3% |
| 35 | 1182 | 4.2% |
| 34 | 1140 | 4.1% |
| 30 | 1123 | 4.0% |
| 37 | 1037 | 3.7% |
| 39 | 962 | 3.4% |
| 29 | 958 | 3.4% |
| Other values (67) | 16320 |
| Value | Count | Frequency (%) |
| 17 | 3 | < 0.1% |
| 18 | 15 | 0.1% |
| 19 | 26 | 0.1% |
| 20 | 45 | 0.2% |
| 21 | 61 | 0.2% |
| 22 | 98 | 0.4% |
| 23 | 146 | 0.5% |
| 24 | 316 | |
| 25 | 395 | |
| 26 | 476 |
| Value | Count | Frequency (%) |
| 95 | 1 | < 0.1% |
| 94 | 1 | < 0.1% |
| 92 | 2 | < 0.1% |
| 91 | 2 | < 0.1% |
| 89 | 2 | < 0.1% |
| 88 | 12 | |
| 87 | 1 | < 0.1% |
| 86 | 4 | < 0.1% |
| 85 | 6 | |
| 84 | 5 |
job
Categorical
MISSING
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 338 |
| Missing (%) | 1.2% |
| Memory size | 437.1 KiB |
| admin. | |
|---|---|
| blue-collar | |
| technician | |
| services | |
| management | |
| Other values (7) |
Length
| Max length | 13 |
|---|---|
| Median length | 12 |
| Mean length | 8.9522035 |
| Min length | 6 |
Characters and Unicode
| Total characters | 247421 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | admin. |
|---|---|
| 2nd row | admin. |
| 3rd row | blue-collar |
| 4th row | admin. |
| 5th row | blue-collar |
Common Values
| Value | Count | Frequency (%) |
| admin. | 6988 | |
| blue-collar | 6190 | |
| technician | 4510 | |
| services | 2673 | 9.6% |
| management | 1969 | 7.0% |
| retired | 1179 | 4.2% |
| entrepreneur | 967 | 3.5% |
| self-employed | 948 | 3.4% |
| housemaid | 722 | 2.6% |
| unemployed | 702 | 2.5% |
| Other values (2) | 790 | 2.8% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| admin | 6988 | |
| blue-collar | 6190 | |
| technician | 4510 | |
| services | 2673 | 9.7% |
| management | 1969 | 7.1% |
| retired | 1179 | 4.3% |
| entrepreneur | 967 | 3.5% |
| self-employed | 948 | 3.4% |
| housemaid | 722 | 2.6% |
| unemployed | 702 | 2.5% |
| Other values (2) | 790 | 2.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 31740 | |
| n | 23832 | 9.6% |
| a | 22348 | 9.0% |
| l | 21168 | 8.6% |
| i | 20582 | 8.3% |
| c | 17883 | 7.2% |
| r | 14122 | 5.7% |
| m | 13298 | 5.4% |
| d | 11099 | 4.5% |
| t | 9745 | 3.9% |
| Other values (14) | 61604 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 233295 | |
| Dash Punctuation | 7138 | 2.9% |
| Other Punctuation | 6988 | 2.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 31740 | |
| n | 23832 | |
| a | 22348 | |
| l | 21168 | |
| i | 20582 | |
| c | 17883 | 7.7% |
| r | 14122 | 6.1% |
| m | 13298 | 5.7% |
| d | 11099 | 4.8% |
| t | 9745 | 4.2% |
| Other values (12) | 47478 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 7138 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 6988 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 233295 | |
| Common | 14126 | 5.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 31740 | |
| n | 23832 | |
| a | 22348 | |
| l | 21168 | |
| i | 20582 | |
| c | 17883 | 7.7% |
| r | 14122 | 6.1% |
| m | 13298 | 5.7% |
| d | 11099 | 4.8% |
| t | 9745 | 4.2% |
| Other values (12) | 47478 |
Common
| Value | Count | Frequency (%) |
| - | 7138 | |
| . | 6988 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 247421 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 31740 | |
| n | 23832 | 9.6% |
| a | 22348 | 9.0% |
| l | 21168 | 8.6% |
| i | 20582 | 8.3% |
| c | 17883 | 7.2% |
| r | 14122 | 5.7% |
| m | 13298 | 5.4% |
| d | 11099 | 4.5% |
| t | 9745 | 3.9% |
| Other values (14) | 61604 |
marital
Categorical
MISSING
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 298 |
| Missing (%) | 1.1% |
| Memory size | 437.1 KiB |
| married | |
|---|---|
| single | |
| divorced | |
| unknown | 59 |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.8345617 |
| Min length | 6 |
Characters and Unicode
| Total characters | 189167 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | divorced |
|---|---|
| 2nd row | married |
| 3rd row | married |
| 4th row | married |
| 5th row | married |
Common Values
| Value | Count | Frequency (%) |
| married | 16794 | |
| single | 7702 | |
| divorced | 3123 | 11.2% |
| unknown | 59 | 0.2% |
| (Missing) | 298 | 1.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 16794 | |
| single | 7702 | |
| divorced | 3123 | 11.3% |
| unknown | 59 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 36711 | |
| i | 27619 | |
| e | 27619 | |
| d | 23040 | |
| m | 16794 | |
| a | 16794 | |
| n | 7879 | 4.2% |
| s | 7702 | 4.1% |
| g | 7702 | 4.1% |
| l | 7702 | 4.1% |
| Other values (6) | 9605 | 5.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 189167 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 36711 | |
| i | 27619 | |
| e | 27619 | |
| d | 23040 | |
| m | 16794 | |
| a | 16794 | |
| n | 7879 | 4.2% |
| s | 7702 | 4.1% |
| g | 7702 | 4.1% |
| l | 7702 | 4.1% |
| Other values (6) | 9605 | 5.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 189167 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 36711 | |
| i | 27619 | |
| e | 27619 | |
| d | 23040 | |
| m | 16794 | |
| a | 16794 | |
| n | 7879 | 4.2% |
| s | 7702 | 4.1% |
| g | 7702 | 4.1% |
| l | 7702 | 4.1% |
| Other values (6) | 9605 | 5.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 189167 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 36711 | |
| i | 27619 | |
| e | 27619 | |
| d | 23040 | |
| m | 16794 | |
| a | 16794 | |
| n | 7879 | 4.2% |
| s | 7702 | 4.1% |
| g | 7702 | 4.1% |
| l | 7702 | 4.1% |
| Other values (6) | 9605 | 5.1% |
education
Categorical
MISSING
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 304 |
| Missing (%) | 1.1% |
| Memory size | 437.1 KiB |
| university.degree | |
|---|---|
| high.school | |
| basic.9y | |
| professional.course | |
| basic.4y | |
| Other values (3) |
Length
| Max length | 19 |
|---|---|
| Median length | 17 |
| Mean length | 12.695071 |
| Min length | 7 |
Characters and Unicode
| Total characters | 351298 |
|---|---|
| Distinct characters | 25 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | university.degree |
|---|---|
| 2nd row | university.degree |
| 3rd row | high.school |
| 4th row | high.school |
| 5th row | basic.4y |
Common Values
| Value | Count | Frequency (%) |
| university.degree | 8157 | |
| high.school | 6375 | |
| basic.9y | 4087 | |
| professional.course | 3501 | |
| basic.4y | 2818 | 10.1% |
| basic.6y | 1571 | 5.6% |
| unknown | 1151 | 4.1% |
| illiterate | 12 | < 0.1% |
| (Missing) | 304 | 1.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| university.degree | 8157 | |
| high.school | 6375 | |
| basic.9y | 4087 | |
| professional.course | 3501 | |
| basic.4y | 2818 | 10.2% |
| basic.6y | 1571 | 5.7% |
| unknown | 1151 | 4.2% |
| illiterate | 12 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 39654 | 11.3% |
| i | 34690 | 9.9% |
| s | 33511 | 9.5% |
| . | 26509 | 7.5% |
| o | 24404 | 6.9% |
| r | 23328 | 6.6% |
| h | 19125 | 5.4% |
| c | 18352 | 5.2% |
| y | 16633 | 4.7% |
| n | 15111 | 4.3% |
| Other values (15) | 99981 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 316313 | |
| Other Punctuation | 26509 | 7.5% |
| Decimal Number | 8476 | 2.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 39654 | |
| i | 34690 | |
| s | 33511 | |
| o | 24404 | 7.7% |
| r | 23328 | 7.4% |
| h | 19125 | 6.0% |
| c | 18352 | 5.8% |
| y | 16633 | 5.3% |
| n | 15111 | 4.8% |
| g | 14532 | 4.6% |
| Other values (11) | 76973 |
Decimal Number
| Value | Count | Frequency (%) |
| 9 | 4087 | |
| 4 | 2818 | |
| 6 | 1571 | 18.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 26509 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 316313 | |
| Common | 34985 | 10.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 39654 | |
| i | 34690 | |
| s | 33511 | |
| o | 24404 | 7.7% |
| r | 23328 | 7.4% |
| h | 19125 | 6.0% |
| c | 18352 | 5.8% |
| y | 16633 | 5.3% |
| n | 15111 | 4.8% |
| g | 14532 | 4.6% |
| Other values (11) | 76973 |
Common
| Value | Count | Frequency (%) |
| . | 26509 | |
| 9 | 4087 | 11.7% |
| 4 | 2818 | 8.1% |
| 6 | 1571 | 4.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 351298 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 39654 | 11.3% |
| i | 34690 | 9.9% |
| s | 33511 | 9.5% |
| . | 26509 | 7.5% |
| o | 24404 | 6.9% |
| r | 23328 | 6.6% |
| h | 19125 | 5.4% |
| c | 18352 | 5.2% |
| y | 16633 | 4.7% |
| n | 15111 | 4.3% |
| Other values (15) | 99981 |
default
Categorical
IMBALANCE MISSING
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 285 |
| Missing (%) | 1.0% |
| Memory size | 437.1 KiB |
| no | |
|---|---|
| unknown | |
| yes | 3 |
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 3.0484634 |
| Min length | 2 |
Characters and Unicode
| Total characters | 84415 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | unknown |
Common Values
| Value | Count | Frequency (%) |
| no | 21882 | |
| unknown | 5806 | 20.8% |
| yes | 3 | < 0.1% |
| (Missing) | 285 | 1.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 21882 | |
| unknown | 5806 | 21.0% |
| yes | 3 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 39300 | |
| o | 27688 | |
| u | 5806 | 6.9% |
| k | 5806 | 6.9% |
| w | 5806 | 6.9% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 84415 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 39300 | |
| o | 27688 | |
| u | 5806 | 6.9% |
| k | 5806 | 6.9% |
| w | 5806 | 6.9% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 84415 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 39300 | |
| o | 27688 | |
| u | 5806 | 6.9% |
| k | 5806 | 6.9% |
| w | 5806 | 6.9% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 84415 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 39300 | |
| o | 27688 | |
| u | 5806 | 6.9% |
| k | 5806 | 6.9% |
| w | 5806 | 6.9% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
housing
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 267 |
| Missing (%) | 1.0% |
| Memory size | 437.1 KiB |
| yes | |
|---|---|
| no | |
| unknown | 657 |
Length
| Max length | 7 |
|---|---|
| Median length | 3 |
| Mean length | 2.6415605 |
| Min length | 2 |
Characters and Unicode
| Total characters | 73195 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | yes |
|---|---|
| 2nd row | no |
| 3rd row | yes |
| 4th row | no |
| 5th row | yes |
Common Values
| Value | Count | Frequency (%) |
| yes | 14492 | |
| no | 12560 | |
| unknown | 657 | 2.3% |
| (Missing) | 267 | 1.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| yes | 14492 | |
| no | 12560 | |
| unknown | 657 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 14531 | |
| y | 14492 | |
| e | 14492 | |
| s | 14492 | |
| o | 13217 | |
| u | 657 | 0.9% |
| k | 657 | 0.9% |
| w | 657 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 73195 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 14531 | |
| y | 14492 | |
| e | 14492 | |
| s | 14492 | |
| o | 13217 | |
| u | 657 | 0.9% |
| k | 657 | 0.9% |
| w | 657 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 73195 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 14531 | |
| y | 14492 | |
| e | 14492 | |
| s | 14492 | |
| o | 13217 | |
| u | 657 | 0.9% |
| k | 657 | 0.9% |
| w | 657 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 73195 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 14531 | |
| y | 14492 | |
| e | 14492 | |
| s | 14492 | |
| o | 13217 | |
| u | 657 | 0.9% |
| k | 657 | 0.9% |
| w | 657 | 0.9% |
loan
Categorical
IMBALANCE MISSING
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 329 |
| Missing (%) | 1.2% |
| Memory size | 437.1 KiB |
| no | |
|---|---|
| yes | |
| unknown | 656 |
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 2.2736282 |
| Min length | 2 |
Characters and Unicode
| Total characters | 62859 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 22706 | |
| yes | 4285 | 15.3% |
| unknown | 656 | 2.3% |
| (Missing) | 329 | 1.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 22706 | |
| yes | 4285 | 15.5% |
| unknown | 656 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 24674 | |
| o | 23362 | |
| y | 4285 | 6.8% |
| e | 4285 | 6.8% |
| s | 4285 | 6.8% |
| u | 656 | 1.0% |
| k | 656 | 1.0% |
| w | 656 | 1.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 62859 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 24674 | |
| o | 23362 | |
| y | 4285 | 6.8% |
| e | 4285 | 6.8% |
| s | 4285 | 6.8% |
| u | 656 | 1.0% |
| k | 656 | 1.0% |
| w | 656 | 1.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 62859 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 24674 | |
| o | 23362 | |
| y | 4285 | 6.8% |
| e | 4285 | 6.8% |
| s | 4285 | 6.8% |
| u | 656 | 1.0% |
| k | 656 | 1.0% |
| w | 656 | 1.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 62859 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 24674 | |
| o | 23362 | |
| y | 4285 | 6.8% |
| e | 4285 | 6.8% |
| s | 4285 | 6.8% |
| u | 656 | 1.0% |
| k | 656 | 1.0% |
| w | 656 | 1.0% |
contact
Categorical
MISSING
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 293 |
| Missing (%) | 1.0% |
| Memory size | 437.1 KiB |
| cellular | |
|---|---|
| telephone |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 8.3711664 |
| Min length | 8 |
Characters and Unicode
| Total characters | 231739 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | cellular |
|---|---|
| 2nd row | cellular |
| 3rd row | cellular |
| 4th row | telephone |
| 5th row | telephone |
Common Values
| Value | Count | Frequency (%) |
| cellular | 17408 | |
| telephone | 10275 | |
| (Missing) | 293 | 1.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| cellular | 17408 | |
| telephone | 10275 |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 62499 | |
| e | 48233 | |
| c | 17408 | 7.5% |
| u | 17408 | 7.5% |
| a | 17408 | 7.5% |
| r | 17408 | 7.5% |
| t | 10275 | 4.4% |
| p | 10275 | 4.4% |
| h | 10275 | 4.4% |
| o | 10275 | 4.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 231739 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 62499 | |
| e | 48233 | |
| c | 17408 | 7.5% |
| u | 17408 | 7.5% |
| a | 17408 | 7.5% |
| r | 17408 | 7.5% |
| t | 10275 | 4.4% |
| p | 10275 | 4.4% |
| h | 10275 | 4.4% |
| o | 10275 | 4.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 231739 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| l | 62499 | |
| e | 48233 | |
| c | 17408 | 7.5% |
| u | 17408 | 7.5% |
| a | 17408 | 7.5% |
| r | 17408 | 7.5% |
| t | 10275 | 4.4% |
| p | 10275 | 4.4% |
| h | 10275 | 4.4% |
| o | 10275 | 4.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 231739 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| l | 62499 | |
| e | 48233 | |
| c | 17408 | 7.5% |
| u | 17408 | 7.5% |
| a | 17408 | 7.5% |
| r | 17408 | 7.5% |
| t | 10275 | 4.4% |
| p | 10275 | 4.4% |
| h | 10275 | 4.4% |
| o | 10275 | 4.4% |
month
Categorical
MISSING
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 287 |
| Missing (%) | 1.0% |
| Memory size | 437.1 KiB |
| may | |
|---|---|
| jul | |
| aug | |
| jun | |
| nov | |
| Other values (5) |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 83067 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | nov |
|---|---|
| 2nd row | aug |
| 3rd row | apr |
| 4th row | jun |
| 5th row | jun |
Common Values
| Value | Count | Frequency (%) |
| may | 9245 | |
| jul | 4774 | |
| aug | 4050 | |
| jun | 3651 | 13.1% |
| nov | 2773 | 9.9% |
| apr | 1826 | 6.5% |
| oct | 504 | 1.8% |
| sep | 379 | 1.4% |
| mar | 363 | 1.3% |
| dec | 124 | 0.4% |
| (Missing) | 287 | 1.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| may | 9245 | |
| jul | 4774 | |
| aug | 4050 | |
| jun | 3651 | 13.2% |
| nov | 2773 | 10.0% |
| apr | 1826 | 6.6% |
| oct | 504 | 1.8% |
| sep | 379 | 1.4% |
| mar | 363 | 1.3% |
| dec | 124 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 15484 | |
| u | 12475 | |
| m | 9608 | |
| y | 9245 | |
| j | 8425 | |
| n | 6424 | |
| l | 4774 | 5.7% |
| g | 4050 | 4.9% |
| o | 3277 | 3.9% |
| v | 2773 | 3.3% |
| Other values (7) | 6532 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 83067 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 15484 | |
| u | 12475 | |
| m | 9608 | |
| y | 9245 | |
| j | 8425 | |
| n | 6424 | |
| l | 4774 | 5.7% |
| g | 4050 | 4.9% |
| o | 3277 | 3.9% |
| v | 2773 | 3.3% |
| Other values (7) | 6532 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 83067 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 15484 | |
| u | 12475 | |
| m | 9608 | |
| y | 9245 | |
| j | 8425 | |
| n | 6424 | |
| l | 4774 | 5.7% |
| g | 4050 | 4.9% |
| o | 3277 | 3.9% |
| v | 2773 | 3.3% |
| Other values (7) | 6532 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 83067 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 15484 | |
| u | 12475 | |
| m | 9608 | |
| y | 9245 | |
| j | 8425 | |
| n | 6424 | |
| l | 4774 | 5.7% |
| g | 4050 | 4.9% |
| o | 3277 | 3.9% |
| v | 2773 | 3.3% |
| Other values (7) | 6532 |
day_of_week
Categorical
MISSING
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 294 |
| Missing (%) | 1.1% |
| Memory size | 437.1 KiB |
| mon | |
|---|---|
| thu | |
| tue | |
| wed | |
| fri |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 83046 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | mon |
|---|---|
| 2nd row | mon |
| 3rd row | mon |
| 4th row | thu |
| 5th row | wed |
Common Values
| Value | Count | Frequency (%) |
| mon | 5790 | |
| thu | 5756 | |
| tue | 5416 | |
| wed | 5403 | |
| fri | 5317 | |
| (Missing) | 294 | 1.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| mon | 5790 | |
| thu | 5756 | |
| tue | 5416 | |
| wed | 5403 | |
| fri | 5317 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 11172 | |
| u | 11172 | |
| e | 10819 | |
| m | 5790 | |
| n | 5790 | |
| o | 5790 | |
| h | 5756 | |
| w | 5403 | |
| d | 5403 | |
| f | 5317 | |
| Other values (2) | 10634 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 83046 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 11172 | |
| u | 11172 | |
| e | 10819 | |
| m | 5790 | |
| n | 5790 | |
| o | 5790 | |
| h | 5756 | |
| w | 5403 | |
| d | 5403 | |
| f | 5317 | |
| Other values (2) | 10634 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 83046 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 11172 | |
| u | 11172 | |
| e | 10819 | |
| m | 5790 | |
| n | 5790 | |
| o | 5790 | |
| h | 5756 | |
| w | 5403 | |
| d | 5403 | |
| f | 5317 | |
| Other values (2) | 10634 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 83046 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 11172 | |
| u | 11172 | |
| e | 10819 | |
| m | 5790 | |
| n | 5790 | |
| o | 5790 | |
| h | 5756 | |
| w | 5403 | |
| d | 5403 | |
| f | 5317 | |
| Other values (2) | 10634 |
campaign
Real number (ℝ)
MISSING
| Distinct | 40 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 298 |
| Missing (%) | 1.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6137365 |
| Minimum | 1 |
|---|---|
| Maximum | 56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 437.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 7 |
| Maximum | 56 |
| Range | 55 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.8482565 |
|---|---|
| Coefficient of variation (CV) | 1.0897259 |
| Kurtosis | 37.010428 |
| Mean | 2.6137365 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 4.7774684 |
| Sum | 72343 |
| Variance | 8.1125649 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=40)
| Value | Count | Frequency (%) |
| 1 | 11586 | |
| 2 | 7196 | |
| 3 | 3647 | 13.0% |
| 4 | 1792 | 6.4% |
| 5 | 1110 | 4.0% |
| 6 | 685 | 2.4% |
| 7 | 408 | 1.5% |
| 8 | 272 | 1.0% |
| 9 | 201 | 0.7% |
| 10 | 155 | 0.6% |
| Other values (30) | 626 | 2.2% |
| (Missing) | 298 | 1.1% |
| Value | Count | Frequency (%) |
| 1 | 11586 | |
| 2 | 7196 | |
| 3 | 3647 | 13.0% |
| 4 | 1792 | 6.4% |
| 5 | 1110 | 4.0% |
| 6 | 685 | 2.4% |
| 7 | 408 | 1.5% |
| 8 | 272 | 1.0% |
| 9 | 201 | 0.7% |
| 10 | 155 | 0.6% |
| Value | Count | Frequency (%) |
| 56 | 1 | < 0.1% |
| 43 | 2 | < 0.1% |
| 41 | 1 | < 0.1% |
| 40 | 2 | < 0.1% |
| 39 | 1 | < 0.1% |
| 35 | 5 | |
| 34 | 3 | |
| 33 | 4 | |
| 32 | 3 | |
| 31 | 5 |
pdays
Real number (ℝ)
MISSING
| Distinct | 25 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 324 |
| Missing (%) | 1.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 961.51136 |
| Minimum | 0 |
|---|---|
| Maximum | 999 |
| Zeros | 10 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 437.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 999 |
| Q1 | 999 |
| median | 999 |
| Q3 | 999 |
| 95-th percentile | 999 |
| Maximum | 999 |
| Range | 999 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 189.26346 |
|---|---|
| Coefficient of variation (CV) | 0.19683954 |
| Kurtosis | 21.531509 |
| Mean | 961.51136 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -4.8507254 |
| Sum | 26587712 |
| Variance | 35820.656 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 999 | 26608 | |
| 6 | 294 | 1.1% |
| 3 | 293 | 1.0% |
| 4 | 84 | 0.3% |
| 9 | 47 | 0.2% |
| 7 | 42 | 0.2% |
| 10 | 38 | 0.1% |
| 2 | 37 | 0.1% |
| 12 | 35 | 0.1% |
| 5 | 34 | 0.1% |
| Other values (15) | 140 | 0.5% |
| (Missing) | 324 | 1.2% |
| Value | Count | Frequency (%) |
| 0 | 10 | < 0.1% |
| 1 | 17 | 0.1% |
| 2 | 37 | 0.1% |
| 3 | 293 | |
| 4 | 84 | 0.3% |
| 5 | 34 | 0.1% |
| 6 | 294 | |
| 7 | 42 | 0.2% |
| 8 | 13 | < 0.1% |
| 9 | 47 | 0.2% |
| Value | Count | Frequency (%) |
| 999 | 26608 | |
| 26 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| 22 | 3 | < 0.1% |
| 21 | 2 | < 0.1% |
| 19 | 2 | < 0.1% |
| 18 | 6 | < 0.1% |
| 17 | 6 | < 0.1% |
| 16 | 6 | < 0.1% |
| 15 | 14 | 0.1% |
previous
Real number (ℝ)
MISSING ZEROS
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 292 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.17526369 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 23851 |
| Zeros (%) | 85.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 437.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.49851206 |
|---|---|
| Coefficient of variation (CV) | 2.8443545 |
| Kurtosis | 20.150652 |
| Mean | 0.17526369 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.8315739 |
| Sum | 4852 |
| Variance | 0.24851427 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0 | 23851 | |
| 1 | 3117 | 11.1% |
| 2 | 503 | 1.8% |
| 3 | 145 | 0.5% |
| 4 | 50 | 0.2% |
| 5 | 15 | 0.1% |
| 6 | 2 | < 0.1% |
| 7 | 1 | < 0.1% |
| (Missing) | 292 | 1.0% |
| Value | Count | Frequency (%) |
| 0 | 23851 | |
| 1 | 3117 | 11.1% |
| 2 | 503 | 1.8% |
| 3 | 145 | 0.5% |
| 4 | 50 | 0.2% |
| 5 | 15 | 0.1% |
| 6 | 2 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7 | 1 | < 0.1% |
| 6 | 2 | < 0.1% |
| 5 | 15 | 0.1% |
| 4 | 50 | 0.2% |
| 3 | 145 | 0.5% |
| 2 | 503 | 1.8% |
| 1 | 3117 | 11.1% |
| 0 | 23851 |
poutcome
Categorical
IMBALANCE MISSING
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 312 |
| Missing (%) | 1.1% |
| Memory size | 437.1 KiB |
| nonexistent | |
|---|---|
| failure | |
| success | 945 |
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 10.445922 |
| Min length | 7 |
Characters and Unicode
| Total characters | 288976 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | nonexistent |
|---|---|
| 2nd row | nonexistent |
| 3rd row | nonexistent |
| 4th row | nonexistent |
| 5th row | nonexistent |
Common Values
| Value | Count | Frequency (%) |
| nonexistent | 23832 | |
| failure | 2887 | 10.3% |
| success | 945 | 3.4% |
| (Missing) | 312 | 1.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| nonexistent | 23832 | |
| failure | 2887 | 10.4% |
| success | 945 | 3.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 71496 | |
| e | 51496 | |
| t | 47664 | |
| i | 26719 | 9.2% |
| s | 26667 | 9.2% |
| x | 23832 | 8.2% |
| o | 23832 | 8.2% |
| u | 3832 | 1.3% |
| f | 2887 | 1.0% |
| a | 2887 | 1.0% |
| Other values (3) | 7664 | 2.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 288976 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 71496 | |
| e | 51496 | |
| t | 47664 | |
| i | 26719 | 9.2% |
| s | 26667 | 9.2% |
| x | 23832 | 8.2% |
| o | 23832 | 8.2% |
| u | 3832 | 1.3% |
| f | 2887 | 1.0% |
| a | 2887 | 1.0% |
| Other values (3) | 7664 | 2.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 288976 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 71496 | |
| e | 51496 | |
| t | 47664 | |
| i | 26719 | 9.2% |
| s | 26667 | 9.2% |
| x | 23832 | 8.2% |
| o | 23832 | 8.2% |
| u | 3832 | 1.3% |
| f | 2887 | 1.0% |
| a | 2887 | 1.0% |
| Other values (3) | 7664 | 2.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 288976 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 71496 | |
| e | 51496 | |
| t | 47664 | |
| i | 26719 | 9.2% |
| s | 26667 | 9.2% |
| x | 23832 | 8.2% |
| o | 23832 | 8.2% |
| u | 3832 | 1.3% |
| f | 2887 | 1.0% |
| a | 2887 | 1.0% |
| Other values (3) | 7664 | 2.7% |
emp.var.rate
Real number (ℝ)
MISSING
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 300 |
| Missing (%) | 1.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.073399335 |
| Minimum | -3.4 |
|---|---|
| Maximum | 1.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 11630 |
| Negative (%) | 41.6% |
| Memory size | 437.1 KiB |
Quantile statistics
| Minimum | -3.4 |
|---|---|
| 5-th percentile | -2.9 |
| Q1 | -1.8 |
| median | 1.1 |
| Q3 | 1.4 |
| 95-th percentile | 1.4 |
| Maximum | 1.4 |
| Range | 4.8 |
| Interquartile range (IQR) | 3.2 |
Descriptive statistics
| Standard deviation | 1.5727873 |
|---|---|
| Coefficient of variation (CV) | 21.427814 |
| Kurtosis | -1.0760517 |
| Mean | 0.073399335 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -0.71407215 |
| Sum | 2031.4 |
| Variance | 2.4736599 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1.4 | 10831 | |
| -1.8 | 6207 | |
| 1.1 | 5215 | |
| -0.1 | 2491 | 8.9% |
| -2.9 | 1122 | 4.0% |
| -3.4 | 729 | 2.6% |
| -1.7 | 525 | 1.9% |
| -1.1 | 435 | 1.6% |
| -3 | 114 | 0.4% |
| -0.2 | 7 | < 0.1% |
| (Missing) | 300 | 1.1% |
| Value | Count | Frequency (%) |
| -3.4 | 729 | 2.6% |
| -3 | 114 | 0.4% |
| -2.9 | 1122 | 4.0% |
| -1.8 | 6207 | |
| -1.7 | 525 | 1.9% |
| -1.1 | 435 | 1.6% |
| -0.2 | 7 | < 0.1% |
| -0.1 | 2491 | 8.9% |
| 1.1 | 5215 | |
| 1.4 | 10831 |
| Value | Count | Frequency (%) |
| 1.4 | 10831 | |
| 1.1 | 5215 | |
| -0.1 | 2491 | 8.9% |
| -0.2 | 7 | < 0.1% |
| -1.1 | 435 | 1.6% |
| -1.7 | 525 | 1.9% |
| -1.8 | 6207 | |
| -2.9 | 1122 | 4.0% |
| -3 | 114 | 0.4% |
| -3.4 | 729 | 2.6% |
cons.price.idx
Real number (ℝ)
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 263 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93.577364 |
| Minimum | 92.201 |
|---|---|
| Maximum | 94.767 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 437.1 KiB |
Quantile statistics
| Minimum | 92.201 |
|---|---|
| 5-th percentile | 92.713 |
| Q1 | 93.075 |
| median | 93.749 |
| Q3 | 93.994 |
| 95-th percentile | 94.465 |
| Maximum | 94.767 |
| Range | 2.566 |
| Interquartile range (IQR) | 0.919 |
Descriptive statistics
| Standard deviation | 0.58185048 |
|---|---|
| Coefficient of variation (CV) | 0.0062178549 |
| Kurtosis | -0.84193371 |
| Mean | 93.577364 |
| Median Absolute Deviation (MAD) | 0.45 |
| Skewness | -0.22940739 |
| Sum | 2593309.5 |
| Variance | 0.33854998 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 93.994 | 5223 | |
| 93.918 | 4446 | |
| 92.893 | 3898 | |
| 93.444 | 3372 | |
| 94.465 | 3027 | |
| 93.2 | 2436 | |
| 93.075 | 1701 | 6.1% |
| 92.201 | 531 | 1.9% |
| 92.963 | 486 | 1.7% |
| 92.431 | 309 | 1.1% |
| Other values (16) | 2284 | |
| (Missing) | 263 | 0.9% |
| Value | Count | Frequency (%) |
| 92.201 | 531 | 1.9% |
| 92.379 | 172 | 0.6% |
| 92.431 | 309 | 1.1% |
| 92.469 | 109 | 0.4% |
| 92.649 | 247 | 0.9% |
| 92.713 | 117 | 0.4% |
| 92.756 | 7 | < 0.1% |
| 92.843 | 183 | 0.7% |
| 92.893 | 3898 | |
| 92.963 | 486 | 1.7% |
| Value | Count | Frequency (%) |
| 94.767 | 84 | 0.3% |
| 94.601 | 145 | 0.5% |
| 94.465 | 3027 | |
| 94.215 | 224 | 0.8% |
| 94.199 | 208 | 0.7% |
| 94.055 | 143 | 0.5% |
| 94.027 | 156 | 0.6% |
| 93.994 | 5223 | |
| 93.918 | 4446 | |
| 93.876 | 140 | 0.5% |
cons.conf.idx
Real number (ℝ)
MISSING
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 288 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -40.524187 |
| Minimum | -50.8 |
|---|---|
| Maximum | -26.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 27688 |
| Negative (%) | 99.0% |
| Memory size | 437.1 KiB |
Quantile statistics
| Minimum | -50.8 |
|---|---|
| 5-th percentile | -47.1 |
| Q1 | -42.7 |
| median | -41.8 |
| Q3 | -36.4 |
| 95-th percentile | -33.6 |
| Maximum | -26.9 |
| Range | 23.9 |
| Interquartile range (IQR) | 6.3 |
Descriptive statistics
| Standard deviation | 4.6323267 |
|---|---|
| Coefficient of variation (CV) | -0.11431017 |
| Kurtosis | -0.3448797 |
| Mean | -40.524187 |
| Median Absolute Deviation (MAD) | 4.4 |
| Skewness | 0.31583362 |
| Sum | -1122033.7 |
| Variance | 21.458451 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| -36.4 | 5228 | |
| -42.7 | 4449 | |
| -46.2 | 3888 | |
| -36.1 | 3365 | |
| -41.8 | 3017 | |
| -42 | 2447 | |
| -47.1 | 1698 | 6.1% |
| -31.4 | 531 | 1.9% |
| -40.8 | 481 | 1.7% |
| -26.9 | 305 | 1.1% |
| Other values (16) | 2279 | |
| (Missing) | 288 | 1.0% |
| Value | Count | Frequency (%) |
| -50.8 | 85 | 0.3% |
| -50 | 182 | 0.7% |
| -49.5 | 145 | 0.5% |
| -47.1 | 1698 | 6.1% |
| -46.2 | 3888 | |
| -45.9 | 7 | < 0.1% |
| -42.7 | 4449 | |
| -42 | 2447 | |
| -41.8 | 3017 | |
| -40.8 | 481 | 1.7% |
| Value | Count | Frequency (%) |
| -26.9 | 305 | 1.1% |
| -29.8 | 169 | 0.6% |
| -30.1 | 249 | 0.9% |
| -31.4 | 531 | 1.9% |
| -33 | 116 | 0.4% |
| -33.6 | 109 | 0.4% |
| -34.6 | 125 | 0.4% |
| -34.8 | 179 | 0.6% |
| -36.1 | 3365 | |
| -36.4 | 5228 |
euribor3m
Real number (ℝ)
MISSING
| Distinct | 309 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 299 |
| Missing (%) | 1.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.6097348 |
| Minimum | 0.634 |
|---|---|
| Maximum | 5.045 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 437.1 KiB |
Quantile statistics
| Minimum | 0.634 |
|---|---|
| 5-th percentile | 0.7896 |
| Q1 | 1.344 |
| median | 4.857 |
| Q3 | 4.961 |
| 95-th percentile | 4.966 |
| Maximum | 5.045 |
| Range | 4.411 |
| Interquartile range (IQR) | 3.617 |
Descriptive statistics
| Standard deviation | 1.7383369 |
|---|---|
| Coefficient of variation (CV) | 0.48156913 |
| Kurtosis | -1.4260586 |
| Mean | 3.6097348 |
| Median Absolute Deviation (MAD) | 0.108 |
| Skewness | -0.69569656 |
| Sum | 99906.631 |
| Variance | 3.0218151 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.857 | 1921 | 6.9% |
| 4.962 | 1727 | 6.2% |
| 4.963 | 1667 | 6.0% |
| 4.961 | 1299 | 4.6% |
| 1.405 | 815 | 2.9% |
| 4.856 | 794 | 2.8% |
| 4.964 | 768 | 2.7% |
| 4.965 | 715 | 2.6% |
| 4.96 | 696 | 2.5% |
| 4.864 | 693 | 2.5% |
| Other values (299) | 16582 |
| Value | Count | Frequency (%) |
| 0.634 | 4 | < 0.1% |
| 0.635 | 31 | |
| 0.636 | 11 | < 0.1% |
| 0.637 | 5 | < 0.1% |
| 0.638 | 5 | < 0.1% |
| 0.639 | 11 | < 0.1% |
| 0.64 | 7 | < 0.1% |
| 0.642 | 25 | |
| 0.643 | 17 | |
| 0.644 | 26 |
| Value | Count | Frequency (%) |
| 5.045 | 4 | < 0.1% |
| 5 | 6 | < 0.1% |
| 4.97 | 101 | 0.4% |
| 4.968 | 640 | 2.3% |
| 4.967 | 408 | 1.5% |
| 4.966 | 402 | 1.4% |
| 4.965 | 715 | |
| 4.964 | 768 | |
| 4.963 | 1667 | |
| 4.962 | 1727 |
nr.employed
Real number (ℝ)
MISSING
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 323 |
| Missing (%) | 1.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5166.6135 |
| Minimum | 4963.6 |
|---|---|
| Maximum | 5228.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 437.1 KiB |
Quantile statistics
| Minimum | 4963.6 |
|---|---|
| 5-th percentile | 5008.7 |
| Q1 | 5099.1 |
| median | 5191 |
| Q3 | 5228.1 |
| 95-th percentile | 5228.1 |
| Maximum | 5228.1 |
| Range | 264.5 |
| Interquartile range (IQR) | 129 |
Descriptive statistics
| Standard deviation | 72.42301 |
|---|---|
| Coefficient of variation (CV) | 0.014017501 |
| Kurtosis | -0.020532856 |
| Mean | 5166.6135 |
| Median Absolute Deviation (MAD) | 37.1 |
| Skewness | -1.036466 |
| Sum | 1.4287236 × 108 |
| Variance | 5245.0924 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 5228.1 | 10815 | |
| 5099.1 | 5765 | |
| 5191 | 5226 | |
| 5195.8 | 2480 | 8.9% |
| 5076.2 | 1117 | 4.0% |
| 5017.5 | 729 | 2.6% |
| 4991.6 | 518 | 1.9% |
| 5008.7 | 441 | 1.6% |
| 4963.6 | 438 | 1.6% |
| 5023.5 | 117 | 0.4% |
| (Missing) | 323 | 1.2% |
| Value | Count | Frequency (%) |
| 4963.6 | 438 | 1.6% |
| 4991.6 | 518 | 1.9% |
| 5008.7 | 441 | 1.6% |
| 5017.5 | 729 | 2.6% |
| 5023.5 | 117 | 0.4% |
| 5076.2 | 1117 | 4.0% |
| 5099.1 | 5765 | |
| 5176.3 | 7 | < 0.1% |
| 5191 | 5226 | |
| 5195.8 | 2480 |
| Value | Count | Frequency (%) |
| 5228.1 | 10815 | |
| 5195.8 | 2480 | 8.9% |
| 5191 | 5226 | |
| 5176.3 | 7 | < 0.1% |
| 5099.1 | 5765 | |
| 5076.2 | 1117 | 4.0% |
| 5023.5 | 117 | 0.4% |
| 5017.5 | 729 | 2.6% |
| 5008.7 | 441 | 1.6% |
| 4991.6 | 518 | 1.9% |
y
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 270 |
| Missing (%) | 1.0% |
| Memory size | 273.2 KiB |
| False | |
|---|---|
| True | |
| (Missing) | 270 |
| Value | Count | Frequency (%) |
| False | 24500 | |
| True | 3206 | 11.5% |
| (Missing) | 270 | 1.0% |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| age | job | marital | education | default | housing | loan | contact | month | day_of_week | campaign | pdays | previous | poutcome | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 23370 | 55.0 | admin. | divorced | university.degree | no | yes | no | cellular | nov | mon | 2.0 | 999.0 | 0.0 | nonexistent | -0.1 | 93.200 | -42.0 | 4.191 | 5195.8 | no |
| 18408 | 39.0 | admin. | married | university.degree | no | no | no | cellular | aug | mon | 2.0 | 999.0 | 0.0 | nonexistent | 1.4 | 93.444 | -36.1 | 4.970 | 5228.1 | no |
| 28503 | 37.0 | blue-collar | married | high.school | no | yes | no | cellular | apr | mon | 5.0 | 999.0 | 0.0 | nonexistent | -1.8 | 93.075 | -47.1 | 1.405 | 5099.1 | no |
| 10981 | 30.0 | admin. | married | high.school | no | no | no | telephone | jun | thu | 1.0 | 999.0 | 0.0 | nonexistent | 1.4 | 94.465 | -41.8 | 4.961 | 5228.1 | no |
| 10809 | 43.0 | blue-collar | married | basic.4y | unknown | yes | no | telephone | jun | wed | 2.0 | 999.0 | 0.0 | nonexistent | 1.4 | 94.465 | -41.8 | 4.962 | 5228.1 | no |
| 13196 | 57.0 | retired | married | basic.4y | no | yes | no | cellular | jul | thu | 1.0 | 999.0 | 0.0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.963 | 5228.1 | no |
| 34253 | NaN | technician | single | university.degree | no | no | no | cellular | may | mon | 4.0 | 999.0 | 0.0 | nonexistent | -1.8 | 92.893 | -46.2 | 1.244 | 5099.1 | no |
| 14115 | 38.0 | blue-collar | single | basic.4y | unknown | no | no | telephone | jul | tue | 5.0 | 999.0 | 0.0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.961 | 5228.1 | no |
| 7429 | 46.0 | blue-collar | married | basic.9y | unknown | no | no | telephone | may | fri | 1.0 | 999.0 | 0.0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.864 | 5191.0 | no |
| 23753 | 32.0 | blue-collar | married | basic.9y | no | no | no | cellular | nov | mon | 2.0 | 5.0 | 1.0 | success | -0.1 | 93.200 | -42.0 | 4.191 | 5195.8 | yes |
| age | job | marital | education | default | housing | loan | contact | month | day_of_week | campaign | pdays | previous | poutcome | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1685 | 32.0 | services | married | high.school | no | no | no | telephone | may | fri | 2.0 | 999.0 | 0.0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.855 | 5191.0 | no |
| 16023 | 26.0 | admin. | single | university.degree | no | yes | no | cellular | jul | wed | 1.0 | 999.0 | 0.0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.963 | 5228.1 | no |
| 21962 | 30.0 | technician | divorced | university.degree | no | no | no | cellular | aug | mon | 5.0 | 999.0 | 0.0 | nonexistent | 1.4 | 93.444 | -36.1 | 4.965 | 5228.1 | no |
| 37194 | 39.0 | admin. | single | high.school | no | yes | no | cellular | oct | tue | 1.0 | 999.0 | 0.0 | nonexistent | -3.4 | 92.431 | -26.9 | 0.737 | 5017.5 | yes |
| 16850 | 59.0 | admin. | divorced | high.school | no | yes | yes | cellular | jul | mon | 2.0 | 999.0 | 0.0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.962 | 5228.1 | no |
| 6265 | 45.0 | admin. | single | professional.course | no | no | no | telephone | may | tue | 4.0 | 999.0 | 0.0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 11284 | 50.0 | services | divorced | professional.course | no | yes | no | telephone | jun | fri | 1.0 | 999.0 | 0.0 | nonexistent | 1.4 | 94.465 | -41.8 | 4.959 | 5228.1 | no |
| 38158 | 58.0 | services | married | high.school | no | yes | no | telephone | mar | mon | 4.0 | 999.0 | 0.0 | nonexistent | -1.8 | 93.369 | -34.8 | 0.635 | 5008.7 | no |
| 860 | 44.0 | blue-collar | married | basic.6y | no | yes | yes | telephone | may | wed | 1.0 | 999.0 | 0.0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.856 | 5191.0 | no |
| 15795 | 49.0 | admin. | married | basic.9y | no | yes | yes | cellular | jul | tue | 4.0 | 999.0 | 0.0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.961 | 5228.1 | no |